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# Wordcell
> Wordcell keeps decisions, plans, and sources as Markdown beside your code,
> so coding agents can find them from the file they are about to change.
A new coding-agent session can read your code, but not the decisions that
stayed in the last session's chat. Wordcell keeps those decisions as Markdown
files beside the repository, with the plans that depend on them and the web
pages and PDFs that informed them. Tie a note to the paths it explains, and an
agent about to change that code runs one command to get the notes and plans
for that path. Exact search, backlinks, and Git history run on your machine
with no account or model, and every index rebuilds from files you can read in
any editor. Wordcell is free and open source.
When to use this site:
- Use wordcell.io to learn what Wordcell does, what stays on your machine, and
the current install command.
- Use /developers for the coding-agent workflow: context for a repository path,
AGENTS.md rules, Git history, and the Agent Skill.
- Use /docs for the documentation: a tutorial, how-to guides, the command
reference, and design explanations.
- Use /blog for longer posts on why Wordcell works the way it does.
## Pages
- - [Wordcell](https://wordcell.io/): Quick start, how notes, links, and search
- work, the measured context size and the SciFact reranking study, how
- Wordcell uses Oh, comparisons, publishing selected notes, what stays local,
- and the install command.
+ - [Wordcell](https://wordcell.io/): Quick start, connecting a local agent, how
+ notes, links, and search work, the measured context size and the SciFact
+ reranking study, how Wordcell uses Oh, comparisons, publishing selected
+ notes, what stays local, and the install command.
- [For developers](https://wordcell.io/developers): The coding-agent workflow:
code-path context, scoped rules, note history, and the Agent Skill.
+ - [Benchmarks](https://wordcell.io/benchmarks): Wordcell's context-size and
+ SciFact reranking measurements with their limits, the Oh kernel's LoCoMo run
+ and its 60-question pilot with Supermemory and BM25, and figures that other
+ memory systems publish, each with its source.
+ - [Wordcell and Basic Memory compared](https://wordcell.io/compare/basic-memory):
+ Where notes live, how notes form, note structure, search, repository
+ context, and cost, with Basic Memory's documentation checked on
+ September 26, 2026.
+ - [Wordcell and Mem0 compared](https://wordcell.io/compare/mem0): Where memory
+ lives, how memories form, whose memory it is, the Platform and open-source
+ split, and cost, with Mem0's documentation checked on September 26, 2026.
+ - [Wordcell and Supermemory compared](https://wordcell.io/compare/supermemory):
+ Where memory lives, how memories form, cost with Supermemory's pricing
+ checked on September 26, 2026, connectors, compliance, agent access, and
+ when to choose each.
+ - [Migrate from Supermemory to Wordcell](https://wordcell.io/migrate/supermemory):
+ The install, export, import, and verify steps from the migration guide, with
+ a prompt that connects a local agent. The importer is available from source
+ until the next release.
- [Documentation](https://wordcell.io/docs): The documentation index, grouped
into tutorials, how-to guides, reference, and explanation, with the install
command.
- [Get started](https://wordcell.io/docs/getting-started): The first-vault
tutorial.
- [Overview](https://wordcell.io/docs/overview): The complete product README
rendered as one page.
- [Use Wordcell with a coding agent](https://wordcell.io/docs/agent-workflow):
Set up, query, maintain, and revise repository memory.
- [Reference](https://wordcell.io/docs/reference): Exact commands, formats,
- SDK imports, and optional adapters.
+ SDK imports, optional adapters, and the local MCP server (wordcell mcp,
+ available from source until the next release) with its tools and client
+ settings.
- [Publish](https://wordcell.io/docs/publish): Select notes and build a static
site.
- - [Comparisons](https://wordcell.io/docs/comparisons): Markdown, QMD, Basic
- Memory, Obsidian, and Wordcell from primary sources.
+ - [Migrate from Supermemory](https://wordcell.io/docs/migration-from-supermemory):
+ Export Supermemory documents and memory entries, import them as Markdown
+ notes, and see what does not transfer. The importer is available from
+ source until the next release.
+ - [Sync a vault with Git](https://wordcell.io/docs/sync): Keep one vault
+ current on several machines with a private repository and a scheduled
+ commit and push.
+ - [Comparisons](https://wordcell.io/docs/comparisons): Markdown tools such as
+ QMD, Basic Memory, and Obsidian, and agent memory services such as
+ Supermemory, Mem0, and Zep, compared with Wordcell from primary sources.
- [Evidence](https://wordcell.io/docs/evidence): The reproducible
context-payload study.
## Blog
- [Wordcell blog](https://wordcell.io/blog): Posts on how Wordcell keeps
Markdown as the record and how it works with other Hraness tools. Atom feed:
https://wordcell.io/blog/feed.xml
+ - [Agent memory should be free, local, and yours](https://wordcell.io/blog/free-local-agent-memory):
+ What the launch adds from source, the measured results with their limits,
+ and how to move from Supermemory.
- [Introducing Wordcell](https://wordcell.io/blog/introducing-wordcell): Who
Wordcell suits, one saved rule traced to a cited search and graph answer,
and its limits.
+ - [How Wordcell uses Oh](https://wordcell.io/blog/how-wordcell-uses-oh): How
+ a graph answer carries a proof back to the Markdown files that support it.
## Source material
- Repository and packaged Agent Skill: https://github.com/hraness/wordcell
- README as Markdown: https://github.com/hraness/wordcell/blob/main/README.md
- Wordcell retrieval study: https://wordcell.io/docs/reranking#evidence-and-limits
- Wordcell and Oh integration: https://wordcell.io/docs/graph-authority#how-wordcell-and-oh-fit-together
- Oh's separate memory framework and benchmark evidence: https://oh.computer/#benchmarks
- Immutable releases: https://github.com/hraness/wordcell/releases
- npm mirror: https://www.npmjs.com/package/@hraness/wordcell
## Optional
- [sitemap](https://wordcell.io/sitemap.xml): Indexable HTML URLs.